Matches in SemOpenAlex for { <https://semopenalex.org/work/W2929677874> ?p ?o ?g. }
Showing items 1 to 100 of
100
with 100 items per page.
- W2929677874 abstract "In this paper we introduce a family of stochastic gradient estimation techniques based of the perturbative expansion around the mean of the sampling distribution. We characterize the bias and variance of the resulting Taylor-corrected estimators using the Lagrange error formula. Furthermore, we introduce a family of variance reduction techniques that can be applied to other gradient estimators. Finally, we show that these new perturbative methods can be extended to discrete functions using analytic continuation. Using this technique, we derive a new gradient descent method for training stochastic networks with binary weights. In our experiments, we show that the perturbative correction improves the convergence of stochastic variational inference both in the continuous and in the discrete case." @default.
- W2929677874 created "2019-04-11" @default.
- W2929677874 creator A5039391126 @default.
- W2929677874 creator A5074794877 @default.
- W2929677874 date "2019-03-31" @default.
- W2929677874 modified "2023-09-27" @default.
- W2929677874 title "Perturbative estimation of stochastic gradients" @default.
- W2929677874 cites W114517082 @default.
- W2929677874 cites W1646152356 @default.
- W2929677874 cites W1959608418 @default.
- W2929677874 cites W2029469881 @default.
- W2929677874 cites W2063978378 @default.
- W2929677874 cites W2065281378 @default.
- W2929677874 cites W2100754418 @default.
- W2929677874 cites W2136403412 @default.
- W2929677874 cites W2139275499 @default.
- W2929677874 cites W2146502635 @default.
- W2929677874 cites W2166851633 @default.
- W2929677874 cites W2962897886 @default.
- W2929677874 cites W2963173382 @default.
- W2929677874 cites W2963557175 @default.
- W2929677874 cites W2963652898 @default.
- W2929677874 cites W2963811225 @default.
- W2929677874 cites W2963916785 @default.
- W2929677874 hasPublicationYear "2019" @default.
- W2929677874 type Work @default.
- W2929677874 sameAs 2929677874 @default.
- W2929677874 citedByCount "0" @default.
- W2929677874 crossrefType "posted-content" @default.
- W2929677874 hasAuthorship W2929677874A5039391126 @default.
- W2929677874 hasAuthorship W2929677874A5074794877 @default.
- W2929677874 hasConcept C105795698 @default.
- W2929677874 hasConcept C121955636 @default.
- W2929677874 hasConcept C126255220 @default.
- W2929677874 hasConcept C144133560 @default.
- W2929677874 hasConcept C153258448 @default.
- W2929677874 hasConcept C154945302 @default.
- W2929677874 hasConcept C162324750 @default.
- W2929677874 hasConcept C185429906 @default.
- W2929677874 hasConcept C19499675 @default.
- W2929677874 hasConcept C196083921 @default.
- W2929677874 hasConcept C199360897 @default.
- W2929677874 hasConcept C206688291 @default.
- W2929677874 hasConcept C2776214188 @default.
- W2929677874 hasConcept C2777303404 @default.
- W2929677874 hasConcept C28826006 @default.
- W2929677874 hasConcept C33923547 @default.
- W2929677874 hasConcept C41008148 @default.
- W2929677874 hasConcept C50522688 @default.
- W2929677874 hasConcept C50644808 @default.
- W2929677874 hasConcept C62644790 @default.
- W2929677874 hasConcept C88626702 @default.
- W2929677874 hasConceptScore W2929677874C105795698 @default.
- W2929677874 hasConceptScore W2929677874C121955636 @default.
- W2929677874 hasConceptScore W2929677874C126255220 @default.
- W2929677874 hasConceptScore W2929677874C144133560 @default.
- W2929677874 hasConceptScore W2929677874C153258448 @default.
- W2929677874 hasConceptScore W2929677874C154945302 @default.
- W2929677874 hasConceptScore W2929677874C162324750 @default.
- W2929677874 hasConceptScore W2929677874C185429906 @default.
- W2929677874 hasConceptScore W2929677874C19499675 @default.
- W2929677874 hasConceptScore W2929677874C196083921 @default.
- W2929677874 hasConceptScore W2929677874C199360897 @default.
- W2929677874 hasConceptScore W2929677874C206688291 @default.
- W2929677874 hasConceptScore W2929677874C2776214188 @default.
- W2929677874 hasConceptScore W2929677874C2777303404 @default.
- W2929677874 hasConceptScore W2929677874C28826006 @default.
- W2929677874 hasConceptScore W2929677874C33923547 @default.
- W2929677874 hasConceptScore W2929677874C41008148 @default.
- W2929677874 hasConceptScore W2929677874C50522688 @default.
- W2929677874 hasConceptScore W2929677874C50644808 @default.
- W2929677874 hasConceptScore W2929677874C62644790 @default.
- W2929677874 hasConceptScore W2929677874C88626702 @default.
- W2929677874 hasLocation W29296778741 @default.
- W2929677874 hasOpenAccess W2929677874 @default.
- W2929677874 hasPrimaryLocation W29296778741 @default.
- W2929677874 hasRelatedWork W2089969354 @default.
- W2929677874 hasRelatedWork W2099867508 @default.
- W2929677874 hasRelatedWork W2124626051 @default.
- W2929677874 hasRelatedWork W2138515733 @default.
- W2929677874 hasRelatedWork W2263340393 @default.
- W2929677874 hasRelatedWork W2586538728 @default.
- W2929677874 hasRelatedWork W2767418616 @default.
- W2929677874 hasRelatedWork W2769184867 @default.
- W2929677874 hasRelatedWork W2787027678 @default.
- W2929677874 hasRelatedWork W2937115754 @default.
- W2929677874 hasRelatedWork W2951091626 @default.
- W2929677874 hasRelatedWork W2978995744 @default.
- W2929677874 hasRelatedWork W3005360743 @default.
- W2929677874 hasRelatedWork W3034209236 @default.
- W2929677874 hasRelatedWork W3037142611 @default.
- W2929677874 hasRelatedWork W3098020879 @default.
- W2929677874 hasRelatedWork W3117004013 @default.
- W2929677874 hasRelatedWork W3143274903 @default.
- W2929677874 hasRelatedWork W3154290033 @default.
- W2929677874 hasRelatedWork W3201782785 @default.
- W2929677874 isParatext "false" @default.
- W2929677874 isRetracted "false" @default.
- W2929677874 magId "2929677874" @default.
- W2929677874 workType "article" @default.